{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: yacs in /Users/suncheng/miniconda3/lib/python3.8/site-packages (0.1.8)\n",
      "Requirement already satisfied: PyYAML in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from yacs) (5.4.1)\n",
      "Requirement already satisfied: gdown in /Users/suncheng/miniconda3/lib/python3.8/site-packages (3.12.2)\n",
      "Requirement already satisfied: filelock in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (3.0.12)\n",
      "Requirement already satisfied: six in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (1.14.0)\n",
      "Requirement already satisfied: tqdm in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (4.46.0)\n",
      "Requirement already satisfied: requests[socks] in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from gdown) (2.23.0)\n",
      "Requirement already satisfied: idna<3,>=2.5 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (2.9)\n",
      "Requirement already satisfied: chardet<4,>=3.0.2 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (3.0.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (2020.6.20)\n",
      "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (1.25.8)\n",
      "Requirement already satisfied: PySocks!=1.5.7,>=1.5.6; extra == \"socks\" in /Users/suncheng/miniconda3/lib/python3.8/site-packages (from requests[socks]->gdown) (1.7.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install yacs\n",
    "!pip install gdown"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys, time\n",
    "import argparse\n",
    "import importlib\n",
    "from tqdm.notebook import tqdm\n",
    "from imageio import imread\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download pretrained\n",
    "- We use HoHoNet w/ hardnet encoder in this demo\n",
    "- Download other version [here](https://drive.google.com/drive/folders/1raT3vRXnQXRAQuYq36dE-93xFc_hgkTQ?usp=sharing)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "PRETRAINED_PTH = 'ckpt/s2d3d_sem_HOHO_depth_dct_efficienthc_TransEn1_h1024_fold1_resnet101rgb/ep60.pth'\n",
    "\n",
    "if not os.path.exists(PRETRAINED_PTH):\n",
    "    os.makedirs(os.path.split(PRETRAINED_PTH)[0], exist_ok=True)\n",
    "    !gdown 'https://drive.google.com/uc?id=1w31WOzQvvGjoCXXFmnkeOL035hx7NJRQ' -O $PRETRAINED_PTH"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download image\n",
    "- We use a out-of-distribution image from PanoContext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "if not os.path.exists('assets/pano_asmasuxybohhcj.png'):\n",
    "    !gdown 'https://drive.google.com/uc?id=1CXl6RPK6yPRFXxsa5OisHV9KwyRcejHu' -O 'assets/pano_asmasuxybohhcj.png'\n",
    "\n",
    "rgb = imread('assets/pano_asmasuxybohhcj.png')\n",
    "\n",
    "plt.imshow(rgb)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load model config\n",
    "- We use HoHoNet w/ hardnet encoder in this demo\n",
    "- Find out other version in `mp3d_depth/` and `s2d3d_depth`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lib.config import config\n",
    "\n",
    "config.defrost()\n",
    "config.merge_from_file('config/s2d3d_sem/HOHO_depth_dct_efficienthc_TransEn1_h1024_fold1_resnet101rgb.yaml')\n",
    "config.model.kwargs.modalities_config.SemanticSegmenter.label_weight = ''\n",
    "config.freeze()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "devcie: cpu\n"
     ]
    }
   ],
   "source": [
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "print('devcie:', device)\n",
    "\n",
    "model_file = importlib.import_module(config.model.file)\n",
    "model_class = getattr(model_file, config.model.modelclass)\n",
    "net = model_class(**config.model.kwargs)\n",
    "net.load_state_dict(torch.load(PRETRAINED_PTH, map_location=device))\n",
    "net = net.eval().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Move image into tensor, normzlie to [0, 255], resize to training resolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.from_numpy(rgb).permute(2,0,1)[None].float() / 255.\n",
    "if x.shape[2:] != config.dataset.common_kwargs.hw:\n",
    "    x = torch.nn.functional.interpolate(x, config.dataset.common_kwargs.hw, mode='area')\n",
    "x = x.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model feedforward"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Eps time: 17.62 sec.\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    ts = time.time()\n",
    "    pred_sem = net.infer(x)['sem']\n",
    "    if torch.cuda.is_available():\n",
    "        torch.cuda.synchronize()\n",
    "    print(f'Eps time: {time.time() - ts:.2f} sec.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize result in 2d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "color_map = np.array([\n",
    "    [  0,   0,   0],\n",
    "    [255,   0,  40],\n",
    "    [255,  72,   0],\n",
    "    [255, 185,   0],\n",
    "    [205, 255,   0],\n",
    "    [ 91, 255,   0],\n",
    "    [  0, 255,  21],\n",
    "    [  0, 255, 139],\n",
    "    [  0, 255, 252],\n",
    "    [  0, 143, 255],\n",
    "    [  0,  23, 255],\n",
    "    [ 90,   0, 255],\n",
    "    [204,   0, 255],\n",
    "    [255,   0, 191]], dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,6))\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(rgb[80:-80])\n",
    "plt.axis('off')\n",
    "plt.title('RGB')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.imshow(color_map[pred_sem.squeeze().cpu().numpy().argmax(0)[160:-160]])\n",
    "plt.axis('off')\n",
    "plt.title('semantic prediction')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
